Pierre Vandergheynst

1. Wavelets on Graphs via Spectral Graph Theory
   2009/12/19 by David K Hammond, David K. Hammond, Pierre Vandergheynst +4 · 3 voices · 36 citations
   Computer Science · Neuroscience · #Functional Brain Connectivity Studies #Neural dynamics and brain function #Topological and Geometric Data Analysis #cs.IT #math.FA
2. Graph Signal Processing: Overview, Challenges and Applications
   2017/12/01 by Antonio Ortega, Ortega, Antonio, Pascal Frossard +7 · 1 voice · 66 citations
   Computer Science · Biochemistry, Genetics and Molecular Biology · #Advanced Graph Neural Networks #Bioinformatics and Genomic Networks #Graph Theory and Algorithms
3. The emerging field of signal processing on graphs: Extending high-dimensional data analysis to networks and other irregular domains
   2013/04/05 by D. I. Shuman, David I Shuman, S. K. Narang +7 · 180 citations
   Physics and Astronomy · Computer Science · Biochemistry, Genetics and Molecular Biology · #Complex Network Analysis Techniques #Advanced Graph Neural Networks #Bioinformatics and Genomic Networks
4. Geometric Deep Learning: Going beyond Euclidean data
   2017/07/01 by Michael M. Bronstein, Joan Bruna, Yann LeCun +2 · 180 citations
   Engineering · Computer Science · #3D Shape Modeling and Analysis #Graph Theory and Algorithms #Computational Geometry and Mesh Generation
5. FMA: A Dataset For Music Analysis
   2016/12/06 by Michaël Defferrard, Defferrard, Michaël, Kirell Benzi +5 · 41 citations
   Computer Science · Arts and Humanities · #Music and Audio Processing #Music Technology and Sound Studies #Diverse Musicological Studies
6. Wavelets on graphs via spectral graph theory
   2011/03/01 by David K. Hammond, Pierre Vandergheynst, Rémi Gribonval · 17 citations
7. Structured Sequence Modeling with Graph Convolutional Recurrent Networks
   2016/12/22 by Youngjoo Seo, Seo, Youngjoo, Michaël Defferrard +5 · 14 citations
   Computer Science · #Advanced Graph Neural Networks #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Multimodal Machine Learning Applications #Topic Modeling
8. Stationary Signal Processing on Graphs
   2017/04/03 by Nathanaël Perraudin, Nathanael Perraudin, Pierre Vandergheynst · 15 citations
   Computer Science · Physics and Astronomy · #Advanced Graph Neural Networks #Complex Network Analysis Techniques #Bayesian Modeling and Causal Inference
9. Random sampling of bandlimited signals on graphs
   2016/06/03 by Gilles Puy, Nicolas Tremblay, Rémi Gribonval +1 · 7 citations
   Engineering · Mathematics · #Mathematical Analysis and Transform Methods #Microwave Imaging and Scattering Analysis #Sparse and Compressive Sensing Techniques
10. GSPBOX: A toolbox for signal processing on graphs
    2014/08/25 by Nathanaël Perraudin, Perraudin, Nathanaël, Johan Paratte +11 · 6 citations
    Computer Science · Physics and Astronomy · #Advanced Graph Neural Networks #Complex Network Analysis Techniques #FOS: Computer and information sciences #Graph Theory and Algorithms #Information Theory (cs.IT)
11. Fast Global Minimization of the Active Contour/Snake Model
    2007/07/14 by Xavier Bresson, Selim Esedoḡlu, Selim Esedoḡlu +4 · 4 citations
    Computer Science · Mathematics · #Advanced Mathematical Modeling in Engineering #Mathematical Biology Tumor Growth #Medical Image Segmentation Techniques
12. Vertex-frequency analysis on graphs
    2015/02/25 by David I Shuman, Benjamin Ricaud, Pierre Vandergheynst · 5 citations
    Computer Science · Physics and Astronomy · #Advanced Graph Neural Networks #Complex Network Analysis Techniques #Topological and Geometric Data Analysis
13. Accelerated filtering on graphs using Lanczos method
    2015/09/15 by Ana Šušnjara, Susnjara, Ana, Nathanaël Perraudin +5 · 4 citations
    Computer Science · Physics and Astronomy · Mathematics · #Advanced Graph Neural Networks #Complex Network Analysis Techniques #Graph theory and applications
14. Vertex-Frequency Analysis on Graphs
    2013/07/22 by David I Shuman, Shuman, David I, Benjamin Ricaud +3 · 3 citations
    Computer Science · Physics and Astronomy · #Advanced Graph Neural Networks #Complex Network Analysis Techniques #FOS: Computer and information sciences #FOS: Mathematics #Functional Analysis (math.FA) #Information Theory (cs.IT) #Social and Information Networks (cs.SI) #Topological and Geometric Data Analysis
15. On Vanishing Gradients, Over-Smoothing, and Over-Squashing in GNNs: Bridging Recurrent and Graph Learning
    2025/02/15 by Álvaro Arroyo, Arroyo, Álvaro, Alessio Gravina +13 · 11 citations
    Computer Science · Neuroscience · #Advanced Graph Neural Networks #Brain Tumor Detection and Classification #Machine Learning and ELM
16. A Multiscale Pyramid Transform for Graph Signals
    2013/08/22 by David I Shuman, Shuman, David I, Mohammad Javad Faraji +3 · 2 citations
    Computer Science · Physics and Astronomy · #Advanced Graph Neural Networks #Complex Network Analysis Techniques #FOS: Computer and information sciences #FOS: Mathematics #Functional Analysis (math.FA) #Information Theory (cs.IT) #Social and Information Networks (cs.SI) #Topological and Geometric Data Analysis
17. A Compressed Sensing Framework for Magnetic Resonance Fingerprinting
    2013/12/09 by Mike E. Davies, Gilles Puy, Davies, Mike +5 · 1 citation
    Biochemistry, Genetics and Molecular Biology · Chemistry · Medicine · #Advanced MRI Techniques and Applications #Advanced NMR Techniques and Applications #Electron Spin Resonance Studies #FOS: Computer and information sciences #Information Theory (cs.IT)
18. Spectrum-Adapted Tight Graph Wavelet and Vertex-Frequency Frames
    2013/11/04 by David I Shuman, Christoph Wiesmeyr, Shuman, David I +5 · 1 citation
    Computer Science · Physics and Astronomy · #Advanced Graph Neural Networks #Complex Network Analysis Techniques #FOS: Computer and information sciences #FOS: Mathematics #Functional Analysis (math.FA) #Information Theory (cs.IT) #Social and Information Networks (cs.SI) #Topological and Geometric Data Analysis
19. Functional correspondence by matrix completion
    2014/12/27 by Artiom Kovnatsky, Kovnatsky, Artiom, Michael M. Bronstein +5 · 1 citation
    Computer Science · Engineering · #3D Shape Modeling and Analysis #Computational Geometry and Mesh Generation #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Human Pose and Action Recognition
20. Implicit Gaussian process representation of vector fields over arbitrary latent manifolds
    2023/09/28 by Robert L. Peach, Peach, Robert L., Matteo Vinao-Carl +15 · 2 citations
    Computer Science · Psychology · Neuroscience · #Gaussian Processes and Bayesian Inference #Mental Health Research Topics #Neural dynamics and brain function
21. Generative Modeling of Full-Atom Protein Conformations using Latent Diffusion on Graph Embeddings
    2025/06/20 by Aditya Sengar, Ali Hariri, Sengar, Aditya +7 · 2 voices · 2 citations
    Biochemistry, Genetics and Molecular Biology · Computer Science · #Computational Drug Discovery Methods #Protein Structure and Dynamics #Receptor Mechanisms and Signaling #cs.LG #q-bio.BM
22. Fast Approximate Spectral Clustering for Dynamic Networks
    2017/06/12 by Lionel Martin, Martin, Lionel, Andreas Loukas +3 · 1 citation
    Computer Science · Physics and Astronomy · #Advanced Graph Neural Networks #Complex Network Analysis Techniques #Caching and Content Delivery